distil-human-planning-practice-into-re-injected-planning TEC-0253 · proposedDistil human planning practice into a re-injected planning p
Adds a ~1000-token prompt block at run start and every 30 minutes that forbids mono-loop moves (single hold-out, repeated tweaks) and prescribes human practices (K-fold from version one, early ensembling, cached out-of-fold predictions, per
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Adds a ~1000-token prompt block at run start and every 30 minutes that forbids mono-loop moves (single hold-out, repeated tweaks) and prescribes human practices (K-fold from version one, early ensembling, cached out-of-fold predictions, per Filed by the drafting stage from TraceML: An Empirical Analysis of Human-Agent Planning in Machine Learning Development (2608.26086) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Across all 7 paired competitions at fixed backend, tools, grader and 12h budget, varying only the prompt: 5 of 7 improved on best held-out score, 2 within ~0.01 noise, none regressed; three named behaviors moved onto the top-human value, while prohibitions overshot to zero and already-saturated practices did not move; an injection-cadence-only arm with the planning content stripped landed at or below baseline.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.